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The Multidimensional Assessment for Pediatric Patients in Radiotherapy (M.A.P.-RT) Tool for Customized Treatment Preparation: RADAR Project
Aims: Pediatric patients may experience considerable distress during radiotherapy. Combining psychological interventions with standard therapies can reduce the need for sedation. The RADAR Project aims to use a systematic method of recording data that can reveal patients' difficulties and fragi...
Autores principales: | , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8039366/ https://www.ncbi.nlm.nih.gov/pubmed/33854964 http://dx.doi.org/10.3389/fonc.2021.621690 |
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author | Chiesa, Silvia Marconi, Elisa Dinapoli, Nicola Sanfilippo, Maria Zoe Ruggiero, Antonio Mastronuzzi, Angela Panza, Giulia Serra, Annalisa Massaccesi, Mariangela Cacchione, Antonella Beghella Bartoli, Francesco Chieffo, Daniela Pia Rosaria Gambacorta, Maria Antonietta Valentini, Vincenzo Balducci, Mario |
author_facet | Chiesa, Silvia Marconi, Elisa Dinapoli, Nicola Sanfilippo, Maria Zoe Ruggiero, Antonio Mastronuzzi, Angela Panza, Giulia Serra, Annalisa Massaccesi, Mariangela Cacchione, Antonella Beghella Bartoli, Francesco Chieffo, Daniela Pia Rosaria Gambacorta, Maria Antonietta Valentini, Vincenzo Balducci, Mario |
author_sort | Chiesa, Silvia |
collection | PubMed |
description | Aims: Pediatric patients may experience considerable distress during radiotherapy. Combining psychological interventions with standard therapies can reduce the need for sedation. The RADAR Project aims to use a systematic method of recording data that can reveal patients' difficulties and fragility during treatment. In this context, the aim of our study was to investigate the ability of a multidimensional assessment tool (M.A.P.-RT schedule) to predict the need for sedation during radiotherapy. The schedule, which is administered during the first evaluation, was created to collect information on patients and their families in a standardized way. Materials and Methods: The study enrolled pediatric patients (aged 0–18 years or 18–21 with cognitive impairment). Data were collected by means of the M.A.P.-RT module; this explores various thematic areas, and is completed by the radiation oncologist, psychologist and nurse during their first evaluation. Features were selected by means of the Boruta method (random forest classifier), and the totals of the significant partial scores on each subsection of the module were inserted into a logistic model in order to test for their correlation with the use of anesthesia and with the frequency of psychological support. The results of logistic regression (LR) were used to identify the best predictors. The AUC was used to identify the best threshold for the scores in the evaluation. Results: A total of 99 patients were considered for this analysis. The feature that best predicted both the need for anesthesia and the frequency of psychological support was the total score (TS), the AUC of the ROC being 0.9875 for anesthesia and 0.8866 for psychological support. Conclusion: During the first evaluation, the M.A.P.-RT form can predict the need for anesthesia in pediatric patients, and is a potential tool for personalizing therapeutic and management procedures. |
format | Online Article Text |
id | pubmed-8039366 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-80393662021-04-13 The Multidimensional Assessment for Pediatric Patients in Radiotherapy (M.A.P.-RT) Tool for Customized Treatment Preparation: RADAR Project Chiesa, Silvia Marconi, Elisa Dinapoli, Nicola Sanfilippo, Maria Zoe Ruggiero, Antonio Mastronuzzi, Angela Panza, Giulia Serra, Annalisa Massaccesi, Mariangela Cacchione, Antonella Beghella Bartoli, Francesco Chieffo, Daniela Pia Rosaria Gambacorta, Maria Antonietta Valentini, Vincenzo Balducci, Mario Front Oncol Oncology Aims: Pediatric patients may experience considerable distress during radiotherapy. Combining psychological interventions with standard therapies can reduce the need for sedation. The RADAR Project aims to use a systematic method of recording data that can reveal patients' difficulties and fragility during treatment. In this context, the aim of our study was to investigate the ability of a multidimensional assessment tool (M.A.P.-RT schedule) to predict the need for sedation during radiotherapy. The schedule, which is administered during the first evaluation, was created to collect information on patients and their families in a standardized way. Materials and Methods: The study enrolled pediatric patients (aged 0–18 years or 18–21 with cognitive impairment). Data were collected by means of the M.A.P.-RT module; this explores various thematic areas, and is completed by the radiation oncologist, psychologist and nurse during their first evaluation. Features were selected by means of the Boruta method (random forest classifier), and the totals of the significant partial scores on each subsection of the module were inserted into a logistic model in order to test for their correlation with the use of anesthesia and with the frequency of psychological support. The results of logistic regression (LR) were used to identify the best predictors. The AUC was used to identify the best threshold for the scores in the evaluation. Results: A total of 99 patients were considered for this analysis. The feature that best predicted both the need for anesthesia and the frequency of psychological support was the total score (TS), the AUC of the ROC being 0.9875 for anesthesia and 0.8866 for psychological support. Conclusion: During the first evaluation, the M.A.P.-RT form can predict the need for anesthesia in pediatric patients, and is a potential tool for personalizing therapeutic and management procedures. Frontiers Media S.A. 2021-03-29 /pmc/articles/PMC8039366/ /pubmed/33854964 http://dx.doi.org/10.3389/fonc.2021.621690 Text en Copyright © 2021 Chiesa, Marconi, Dinapoli, Sanfilippo, Ruggiero, Mastronuzzi, Panza, Serra, Massaccesi, Cacchione, Beghella Bartoli, Chieffo, Gambacorta, Valentini and Balducci. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Oncology Chiesa, Silvia Marconi, Elisa Dinapoli, Nicola Sanfilippo, Maria Zoe Ruggiero, Antonio Mastronuzzi, Angela Panza, Giulia Serra, Annalisa Massaccesi, Mariangela Cacchione, Antonella Beghella Bartoli, Francesco Chieffo, Daniela Pia Rosaria Gambacorta, Maria Antonietta Valentini, Vincenzo Balducci, Mario The Multidimensional Assessment for Pediatric Patients in Radiotherapy (M.A.P.-RT) Tool for Customized Treatment Preparation: RADAR Project |
title | The Multidimensional Assessment for Pediatric Patients in Radiotherapy (M.A.P.-RT) Tool for Customized Treatment Preparation: RADAR Project |
title_full | The Multidimensional Assessment for Pediatric Patients in Radiotherapy (M.A.P.-RT) Tool for Customized Treatment Preparation: RADAR Project |
title_fullStr | The Multidimensional Assessment for Pediatric Patients in Radiotherapy (M.A.P.-RT) Tool for Customized Treatment Preparation: RADAR Project |
title_full_unstemmed | The Multidimensional Assessment for Pediatric Patients in Radiotherapy (M.A.P.-RT) Tool for Customized Treatment Preparation: RADAR Project |
title_short | The Multidimensional Assessment for Pediatric Patients in Radiotherapy (M.A.P.-RT) Tool for Customized Treatment Preparation: RADAR Project |
title_sort | multidimensional assessment for pediatric patients in radiotherapy (m.a.p.-rt) tool for customized treatment preparation: radar project |
topic | Oncology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8039366/ https://www.ncbi.nlm.nih.gov/pubmed/33854964 http://dx.doi.org/10.3389/fonc.2021.621690 |
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